Modified Elman neural-PID controller design for DC-DC buck converter system based on Dolphin echolocation optimization
Other Title(s)
تصميم مسيطر تناسبي تكاملي تفاضلي عصبي ايلمن المعدل لنظام محول خافض التيار المستمر مبنيا على أساس أمثلية الدولفين لتحديد الموقع بالصدى
Author
Source
al-Khwarizmi Engineering Journal
Issue
Vol. 14, Issue 3 (30 Sep. 2018), pp.129-140, 12 p.
Publisher
University of Baghdad al-Khwarizmi College of Engineering
Publication Date
2018-09-30
Country of Publication
Iraq
No. of Pages
12
Main Subjects
Abstract EN
This paper describes a new proposed structure of the Proportional Integral Derivative (PID) controller based on modified Elman neural network for the DC-DC buck converter system which is used in battery operation of the portable devices.
The Dolphin Echolocation Optimization (DEO) algorithm is considered as a perfect on-line tuning technique therefore, it was used for tuning and obtaining the parameters of the modified Elman neural-PID controller to avoid the local minimum problem during learning the proposed controller.
Simulation results show that the best weight parameters of the proposed controller, which are taken from the DEO, lead to find the best action and unsaturated state that will stabilize the Buck converter system performance and achieve the desired output.
In addition, there is a minimization for the tracking voltage error to zero value of the Buck converter output, especially when changing a load resistance by 10 %.
American Psychological Association (APA)
Daghir, Khulud Iskandar. 2018. Modified Elman neural-PID controller design for DC-DC buck converter system based on Dolphin echolocation optimization. al-Khwarizmi Engineering Journal،Vol. 14, no. 3, pp.129-140.
https://search.emarefa.net/detail/BIM-832166
Modern Language Association (MLA)
Daghir, Khulud Iskandar. Modified Elman neural-PID controller design for DC-DC buck converter system based on Dolphin echolocation optimization. al-Khwarizmi Engineering Journal Vol. 14, no. 3 (Sep. 2018), pp.129-140.
https://search.emarefa.net/detail/BIM-832166
American Medical Association (AMA)
Daghir, Khulud Iskandar. Modified Elman neural-PID controller design for DC-DC buck converter system based on Dolphin echolocation optimization. al-Khwarizmi Engineering Journal. 2018. Vol. 14, no. 3, pp.129-140.
https://search.emarefa.net/detail/BIM-832166
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 138-139
Record ID
BIM-832166